The invention discloses a low-noise and large-power hydraulic plunger pump. The low-noise and large-power hydraulic plunger pump comprises a cylinder, a flange, an accumulator, a plunger, piston shoes, a pressure plate, a steel ball, an inner sleeve, a spring, a main shaft, and a valve plate; the accumulator is arranged in an inner hole cavity of the plunger; the end face, near the end of the valve plate, of the inner hole cavity of the plunger is provided with a flange in which a plurality of small through holes are formed in the axial direction; one side, facing the valve plate, of the inner hole cavity of the plunger is provided with a small hole cavity, and the side, facing a blind end, of the inner hole cavity of the plunger is provided with a large hole cavity; and the accumulator is arranged in the large hole cavity of the inner hole cavity of the plunger. The hydraulic plunger pump has good sealing performance, low noise and high rated operating pressure.